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Deep Neural Convolutive Matrix Factorization for Articulatory Representation Decomposition ...
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Focused Attention Improves Document-Grounded Generation ...
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Abstract:
Document grounded generation is the task of using the information provided in a document to improve text generation. This work focuses on two different document grounded generation tasks: Wikipedia Update Generation task and Dialogue response generation. Our work introduces two novel adaptations of large scale pre-trained encoder-decoder models focusing on building context driven representation of the document and enabling specific attention to the information in the document. Additionally, we provide a stronger BART baseline for these tasks. Our proposed techniques outperform existing methods on both automated (at least 48% increase in BLEU-4 points) and human evaluation for closeness to reference and relevance to the document. Furthermore, we perform comprehensive manual inspection of the generated output and categorize errors to provide insights into future directions in modeling these tasks. ... : Accepted at North American Chapter of the Association for Computational Linguistics (NAACL) 2021 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2104.12714 https://arxiv.org/abs/2104.12714
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Switch Point biased Self-Training: Re-purposing Pretrained Models for Code-Switching ...
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CodemixedNLP: An Extensible and Open NLP Toolkit for Code-Mixing ...
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Unsupervised Self-Training for Sentiment Analysis of Code-Switched Data ...
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Intent Recognition and Unsupervised Slot Identification for Low Resourced Spoken Dialog Systems ...
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Towards Language Modelling in the Speech Domain Using Sub-word Linguistic Units ...
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Nonlinear ISA with Auxiliary Variables for Learning Speech Representations ...
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Towards Minimal Supervision BERT-based Grammar Error Correction ...
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Towards Zero-shot Learning for Automatic Phonemic Transcription ...
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Automatically Identifying Language Family from Acoustic Examples in Low Resource Scenarios ...
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Acoustics Based Intent Recognition Using Discovered Phonetic Units for Low Resource Languages ...
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Mere account mein kitna balance hai? -- On building voice enabled Banking Services for Multilingual Communities ...
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Universal Phone Recognition with a Multilingual Allophone System ...
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